3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.3K

Stars

Language

727.1K

Lines of Code

2.0K

Files

2.1K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 12.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1824 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 261 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 14.0/100 · LOW

Which changes need focused human review? 2092 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 5MEDIUM 36LOW 2051

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 2092 distinct pattern matches across 10 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block1685 hits · 1646 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.nonprod.yaml	1	# yaml-language-server: $schema=https://goreleaser.com/static/schema.json	COMMENT
LOW	.goreleaser.yaml	121	# build both origins' URLs from one template.	COMMENT
LOW	.goreleaser.yaml	181	# cli` still delivers the latest binary. That binary carries the in-CLI	COMMENT
LOW	.golangci.yaml	81	no-unaliased: true	COMMENT
LOW	cmd/git-remote-entire/main.go	1	// Command git-remote-entire is the git remote helper for entire:// URLs.	COMMENT
LOW	cmd/git-remote-entire/main.go	161		COMMENT
LOW	cmd/git-remote-entire/main.go	301	// points at that command; a partial path (entire://gh, entire://gh/owner) or a	COMMENT
LOW	cmd/git-remote-entire/main.go	381		COMMENT
LOW	cmd/git-remote-entire/main.go	401	Next: base,	COMMENT
LOW	cmd/git-remote-entire/main.go	461	}	COMMENT
LOW	cmd/entire/main.go	41	signals := []os.Signal{os.Interrupt}	COMMENT
LOW	cmd/entire/main.go	121	// keyring read was aborted by Ctrl-C. Don't dump the raw	COMMENT
LOW	cmd/entire/main.go	161	}	COMMENT
LOW	cmd/entire/main.go	181	case procsignal.Load() != nil:	COMMENT
LOW	cmd/entire/cli/resolveref.go	21	// the single match under the response's singular `project`/`repo` field, or	COMMENT
LOW	cmd/entire/cli/resolveref.go	41	// "which provider backs this account" — see the note there.	COMMENT
LOW	cmd/entire/cli/resolveref.go	161	if err != nil {	COMMENT
LOW	cmd/entire/cli/resolveref.go	321	// path ref (`/et/<project>/<repo>`, the `path` the API returns and	COMMENT
LOW	cmd/entire/cli/resolveref.go	401	}	COMMENT
LOW	cmd/entire/cli/resolveref.go	421	// telling the user branch protection is governed upstream, which is a better	COMMENT
LOW	cmd/entire/cli/plugin_index_test.go	361	}	COMMENT
LOW	cmd/entire/cli/placement_latency.go	21	//	COMMENT
LOW	cmd/entire/cli/placement_latency.go	41	// of silence reads as a hung command.	COMMENT
LOW	cmd/entire/cli/placement_latency.go	61	// returned as is, while a bare "::1" is bracketed exactly once. JoinHostPort	COMMENT
LOW	cmd/entire/cli/placement_latency.go	81	// connection comes back immediately and says nothing about distance, so	COMMENT
LOW	cmd/entire/cli/placement_latency.go	101	// nothing, sends no bytes that identify the caller or the repo, and its ratio	COMMENT
LOW	cmd/entire/cli/placement_latency.go	181	}	COMMENT
LOW	cmd/entire/cli/transcript.go	281	info, err = os.Stat(path)	COMMENT
LOW	cmd/entire/cli/transcript.go	301	// where a subagent's edits never appear.	COMMENT
LOW	cmd/entire/cli/review_bridge.go	101	// maxPostedReviewFindings bounds how many findings one review posts. It	COMMENT
LOW	cmd/entire/cli/config.go	41	// Fails when `.entire` is not a real directory. The root pre-run already made	COMMENT
LOW	cmd/entire/cli/config.go	161		COMMENT
LOW	cmd/entire/cli/config.go	241	func GetAgentsWithHooksInstalled(ctx context.Context) []types.AgentName {	COMMENT
LOW	cmd/entire/cli/clean.go	501	//	COMMENT
LOW	cmd/entire/cli/clean.go	641	}	COMMENT
LOW	cmd/entire/cli/explain_summary_provider.go	101	// picker even when external_agents is currently off. Installation	COMMENT
LOW	cmd/entire/cli/explain_summary_provider.go	141	// agents are not enabled, so the caller can say so rather than leaving the user	COMMENT
LOW	cmd/entire/cli/explain_summary_provider.go	161	// registered agent, so a committed `"provider": "claude-code"` keeps working	COMMENT
LOW	cmd/entire/cli/explain_summary_provider.go	301	return buildCheckpointSummaryProviderWithEffectiveModel(name, summarize.ResolveModel(name, model))	COMMENT
LOW	cmd/entire/cli/explain_summary_provider.go	321	names = append(names, string(name))	COMMENT
LOW	cmd/entire/cli/explain_summary_provider.go	441	//	COMMENT
LOW	cmd/entire/cli/checkpoint_resume.go	101	return resumeAutoTarget(ctx, cmd, lookup, target, force)	COMMENT
LOW	cmd/entire/cli/checkpoint_list.go	21	// historically produced byte-for-byte, so downstream consumers	COMMENT
LOW	cmd/entire/cli/plugin_fork_windows_test.go	1	//go:build windows	COMMENT
LOW	cmd/entire/cli/resume.go	861	}	COMMENT
LOW	cmd/entire/cli/resume.go	921	sessions, restoreErr := strat.RestoreLogsOnly(ctx, w, errW, point, force)	COMMENT
LOW	cmd/entire/cli/remote_topology.go	21	// single-URL repo and stop being unambiguous in two topologies users set up	COMMENT
LOW	cmd/entire/cli/remote_topology.go	41	pinned bool	COMMENT
LOW	cmd/entire/cli/remote_topology.go	61	// explicitRemote is the remote a valid checkpoint_push_remote settles on.	COMMENT
LOW	cmd/entire/cli/remote_topology.go	181		COMMENT
LOW	cmd/entire/cli/project_create_wizard.go	161	}	COMMENT
LOW	cmd/entire/cli/checkpoint_backend.go	21	)	COMMENT
LOW	cmd/entire/cli/repo_clone.go	21		COMMENT
LOW	cmd/entire/cli/repo_clone.go	41		COMMENT
LOW	cmd/entire/cli/repo_clone.go	61	// `repo clone`, so the wire format lives in one place.	COMMENT
LOW	cmd/entire/cli/repo_clone.go	81	const nativeCloneForge = gitremote.ForgeNative	COMMENT
LOW	cmd/entire/cli/repo_clone.go	101	// `paul/..`, `paul/.foo`, `paul/foo.` and `paul/-x` are all refused locally.	COMMENT
LOW	cmd/entire/cli/repo_clone.go	161	return nil, err	COMMENT
LOW	cmd/entire/cli/repo_clone.go	221	// nativePlacements lists the clusters a native repo is readable from: its home	COMMENT
LOW	cmd/entire/cli/repo_clone.go	301	// one, derives its endpoint by appending `.git` to the remote, so a repo	COMMENT
1625 more matches not shown…

Fake / Example Data261 hits · 251 pts

Severity	File	Line	Snippet	Context
LOW	cmd/entire/cli/checkpoint_create_test.go	230	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/hook_registry_test.go	40	gitConfig := exec.CommandContext(context.Background(), "git", "config", "user.email", "test@test.com")	CODE
LOW	cmd/entire/cli/hook_registry_test.go	412	gitConfig := exec.CommandContext(context.Background(), "git", "config", "user.email", "test@test.com")	CODE
LOW	cmd/entire/cli/checkpoint_list_test.go	346	Author: &object.Signature{Name: "Test", Email: "test@test.com", When: time.Now()},	CODE
LOW	cmd/entire/cli/checkpoint_list_test.go	371	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/status_test.go	83	Email: "test@test.com",	CODE
LOW	cmd/entire/cli/explain_test.go	1207	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/explain_test.go	4016	Author: &object.Signature{Name: "Test", Email: "test@test.com", When: time.Now()},	CODE
LOW	cmd/entire/cli/explain_test.go	4064	Author: &object.Signature{Name: "Test", Email: "test@test.com", When: time.Now()},	CODE
LOW	cmd/entire/cli/explain_test.go	4242	{"config", "user.email", "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint_delete_test.go	143	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/doctor_test.go	242	Author: object.Signature{Name: "test", Email: "test@test.com", When: time.Now()},	CODE
LOW	cmd/entire/cli/doctor_test.go	243	Committer: object.Signature{Name: "test", Email: "test@test.com", When: time.Now()},	CODE
LOW	cmd/entire/cli/context_flag_test.go	71	t.Setenv(contexts.EnvContextVar, "placeholder") // registers the restore	CODE
LOW	cmd/entire/cli/clean_test.go	60	sig := object.Signature{Name: "test", Email: "test@test.com"}	CODE
LOW	cmd/entire/cli/lifecycle_test.go	1763	Email: "test@test.com",	CODE
LOW	cmd/entire/cli/lifecycle_test.go	4431	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/migrate_test.go	42	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/migrate_test.go	83	commitHash, err := CreateCommit(ctx, repo, newTree, ref.Hash(), "test: legacy metadata", "Test", "test@test.com")	CODE
LOW	cmd/entire/cli/checkpoint/migrate_test.go	471	advanced, err := CreateCommit(ctx, repo, headCommit.TreeHash, imported, "refs-store write", "Test", "test@test.com")	CODE
LOW	cmd/entire/cli/checkpoint/redaction_counts_test.go	73	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/persistent_signing_test.go	61	Email: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/persistent_imported_test.go	40	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/testrepo_helpers_test.go	56	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	…entire/cli/checkpoint/persistent_phantom_paths_test.go	35	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	…entire/cli/checkpoint/persistent_phantom_paths_test.go	49	AuthorEmail: "test@test.com",	CODE
LOW	…entire/cli/checkpoint/persistent_phantom_paths_test.go	81	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	…entire/cli/checkpoint/persistent_phantom_paths_test.go	95	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	158	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	348	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	452	commitHash, err := CreateCommit(context.Background(), store.repo, treeHash, plumbing.ZeroHash, "Initialize metadata bra	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	467	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	772	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	786	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	864	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	877	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	905	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	2421	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	2535	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	3595	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	3622	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	3645	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/checkpoint_test.go	3674	AuthorEmail: "test@test.com",	CODE
LOW	…d/entire/cli/checkpoint/persistent_opf_trailer_test.go	42	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	…d/entire/cli/checkpoint/persistent_opf_trailer_test.go	55	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/persistent_assets_test.go	267	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/persistent_assets_test.go	340	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/backwards_compat_test.go	48	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/persistent_ref_update_test.go	65	t.Context(), repo, initialCommit.TreeHash, initial, "replacement", "Test", "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/persistent_ref_update_test.go	111	newTip, err := CreateCommit(ctx, repo, initialCommit.TreeHash, initial, "replacement", "Test", "test@test.com")	CODE
LOW	cmd/entire/cli/checkpoint/persistent_ref_update_test.go	257	newCommit, err := CreateCommit(ctx, repo, tree, parent, marker, "Test", "test@test.com")	CODE
LOW	cmd/entire/cli/checkpoint/persistent_ref_update_test.go	263	externalTip, err = CreateCommit(ctx, repo, commit.TreeHash, parent, "external writer", "Test", "test@test.com")	CODE
LOW	cmd/entire/cli/checkpoint/persistent_ref_update_test.go	361	external, err := CreateCommit(ctx, repo, commit.TreeHash, current, "external writer", "Test", "test@test.com")	CODE
LOW	cmd/entire/cli/checkpoint/persistent_update_test.go	46	Author: &object.Signature{Name: "Test", Email: "test@test.com"},	CODE
LOW	cmd/entire/cli/checkpoint/persistent_update_test.go	61	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/persistent_update_test.go	209	AuthorEmail: "test@test.com",	CODE
LOW	cmd/entire/cli/checkpoint/persistent_read_store_test.go	40	h, err := wt.Commit(msg, &git.CommitOptions{Author: &object.Signature{Name: "Test", Email: "test@test.com"}})	CODE
LOW	cmd/entire/cli/checkpoint/persistent_read_store_test.go	95	AuthorEmail: "test@test.com",	CODE
LOW	…e/cli/checkpoint/persistent_compact_transcript_test.go	59	AuthorEmail: "test@test.com",	CODE
LOW	…e/cli/checkpoint/persistent_compact_transcript_test.go	122	AuthorEmail: "test@test.com",	CODE
201 more matches not shown…

Structural Annotation Overuse70 hits · 119 pts

Severity	File	Line	Snippet	Context
LOW	cmd/entire/cli/search_cmd.go	528	// Step 1: Get repos index from the control plane. *coreapi.Client	COMMENT
LOW	cmd/entire/cli/search_cmd.go	550	// Step 2: Resolve repo slug filters to ULIDs and narrow to matching cells.	COMMENT
LOW	cmd/entire/cli/search_cmd.go	565	// Step 3: Group repos by cell and resolve baseURLs via shared helpers.	COMMENT
LOW	cmd/entire/cli/search_cmd.go	579	// Step 4: Fan out via the shared fanOutCells helper.	COMMENT
LOW	cmd/entire/cli/setup_bootstrap.go	126	// Step 1: decide whether to init here — and, on the bare interactive	COMMENT
LOW⚡	cmd/entire/cli/setup_bootstrap.go	150	// Step 2: git init.	COMMENT
LOW⚡	cmd/entire/cli/setup_bootstrap.go	160	// Step 3: resolve commit message (+ skip decision) and ensure git	COMMENT
LOW	cmd/entire/cli/trail_cmd.go	1926	// Step 1: Title and body	COMMENT
LOW	cmd/entire/cli/trail_cmd.go	1974	// Step 2: Branch (derived from title) and status	COMMENT
LOW	…tire/cli/integration_test/subagent_checkpoints_test.go	41	// Step 1: PreTask - creates pre-task file	COMMENT
LOW	…tire/cli/integration_test/subagent_checkpoints_test.go	53	// Step 2: PostTodo - simulate TodoWrite calls with file changes between them.	COMMENT
LOW	…tire/cli/integration_test/subagent_checkpoints_test.go	104	// Step 3: PostTask - creates final task checkpoint	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	289	// Step 2: Overwrite hooks with third-party content (simulating lefthook, husky, etc.)	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	298	// Step 3: Verify hooks are no longer Entire hooks	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	303	// Step 4: Second user-prompt-submit should reinstall hooks	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	309	// Step 5: Verify hooks are reinstalled	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	314	// Step 6: Verify the hooks chain to original hooks (backup should exist)	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	343	// Step 2: Delete all hooks (simulating aggressive third-party tool)	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	351	// Step 3: Verify hooks are gone	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	356	// Step 4: Second user-prompt-submit should reinstall hooks	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	362	// Step 5: Verify hooks are reinstalled	COMMENT
LOW	cmd/entire/cli/integration_test/hooks_test.go	277	// Step 1: First user-prompt-submit installs hooks via EnsureSetup	COMMENT
LOW	cmd/entire/cli/integration_test/hooks_test.go	331	// Step 1: First user-prompt-submit installs hooks via EnsureSetup	COMMENT
LOW	cmd/entire/cli/strategy/condense_images_test.go	108	// Step 1: extract images (before redaction).	COMMENT
LOW	cmd/entire/cli/strategy/condense_images_test.go	123	// Step 2: redact the placeholder-bearing transcript.	COMMENT
LOW	cmd/entire/cli/strategy/condense_images_test.go	142	// Step 3: reinject restores the exact image bytes.	COMMENT
LOW	.claude/skills/changelog/SKILL.md	19	## Step 1: Gather Data	COMMENT
LOW	.claude/skills/changelog/SKILL.md	26	## Step 2: Identify External Contributors	COMMENT
LOW	.claude/skills/changelog/SKILL.md	38	## Step 3: Write the Entry	COMMENT
LOW	.claude/skills/e2e/implement.md	21	## Step 1: Identify Fixes	COMMENT
LOW	.claude/skills/e2e/implement.md	55	## Step 2: Ask the User	COMMENT
LOW	.claude/skills/e2e/implement.md	65	## Step 3: Apply Fixes	COMMENT
LOW	.claude/skills/e2e/implement.md	108	## Step 4: Summary	COMMENT
LOW	.claude/skills/e2e/triage-ci.md	56	### Step 1: Analyze Each Failure	COMMENT
LOW	.claude/skills/e2e/triage-ci.md	64	### Step 2: Classify Each Failure	COMMENT
LOW	.claude/skills/e2e/triage-ci.md	119	### Step 3: Cross-Agent Correlation	COMMENT
LOW	.claude/skills/e2e/triage-ci.md	126	### Step 4: Present Findings Report	COMMENT
LOW	.claude/skills/e2e/triage-ci.md	167	### Step 5: Summary	COMMENT
LOW	.claude/skills/agent-integration/test-writer.md	12	### Step 1: Read E2E Test Infrastructure	COMMENT
LOW⚡	.claude/skills/agent-integration/test-writer.md	27	### Step 2: Read Existing E2E Test Scenarios	COMMENT
LOW⚡	.claude/skills/agent-integration/test-writer.md	35	### Step 3: Read Checkpoint Scenarios Doc	COMMENT
LOW⚡	.claude/skills/agent-integration/test-writer.md	39	### Step 4: Create Agent Implementation	COMMENT
LOW⚡	.claude/skills/agent-integration/test-writer.md	163	### Step 5: Update SetupRepo (if needed)	COMMENT
LOW⚡	.claude/skills/agent-integration/test-writer.md	173	### Step 6: Verify	COMMENT
LOW⚡	.claude/skills/agent-integration/test-writer.md	183	### Step 7: Commit	COMMENT
LOW⚡	.claude/skills/agent-integration/implementer.md	25	### Step 1: Read Implementation Guide	COMMENT
LOW⚡	.claude/skills/agent-integration/implementer.md	34	### Step 2: Read Reference Implementation	COMMENT
LOW⚡	.claude/skills/agent-integration/implementer.md	40	### Step 3: Create Bare-Minimum Compiling Package	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	72	### Step 4: E2E Tier 1 — `TestHumanOnlyChangesAndCommits`	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	94	### Step 5: E2E Tier 2 — `TestSingleSessionManualCommit`	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	116	### Step 6: E2E Tier 2b — `TestCheckpointMetadataDeepValidation`	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	137	### Step 7: E2E Tier 3 — `TestSingleSessionAgentCommitInTurn`	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	156	### Step 8: E2E Tier 4 — Multi-Session Tests	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	177	### Step 9: E2E Tier 5 — File Operation Edge Cases	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	192	### Step 10: Optional Interfaces	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	209	### Step 11: E2E Tier 6 — Interactive and Resume Tests	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	224	### Step 12: E2E Tier 7 — Complex Scenarios	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	241	### Step 13: Full E2E Suite Pass	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	263	### Step 14: Write Unit Tests	COMMENT
LOW	.claude/skills/agent-integration/implementer.md	289	### Step 15: Verify Registration	COMMENT
10 more matches not shown…

Modern AI Meta-Vocabulary16 hits · 52 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/entire/cli/setup_managed_scaffold.go	19	// managedScaffoldStatus is the outcome of writing an Entire-managed scaffold file	COMMENT
MEDIUM⚡	cmd/entire/cli/setup_managed_scaffold.go	97	// scaffoldTarget is where one managed scaffold is written: the root to write	COMMENT
MEDIUM⚡	cmd/entire/cli/setup_managed_scaffold.go	100	// name and relPath differ only when the scaffold sits under a symlinked agent	COMMENT
MEDIUM⚡	cmd/entire/cli/setup_managed_scaffold.go	110	// openScaffoldTarget resolves where a scaffold at relPath should be written.	COMMENT
MEDIUM	cmd/entire/cli/setup_agent_help_skill_test.go	71	// Idempotent: a second scaffold of identical content reports unchanged.	COMMENT
MEDIUM	cmd/entire/cli/setup_agent_help_skill.go	47	// The worktree root is the anchor the scaffold is written through, so a	COMMENT
MEDIUM	cmd/entire/cli/setup_search_skill.go	47	// The worktree root is the anchor the scaffold is written through, so a	COMMENT
MEDIUM	cmd/entire/cli/setup_search_skill.go	177	// claudeDirName is Claude Code's project directory. Named because the scaffold	COMMENT
MEDIUM	cmd/entire/cli/setup_search_skill.go	246	// Unlike the subagent this feature used to scaffold, a skill body is injected	COMMENT
MEDIUM	cmd/entire/cli/doctor_test.go	1600	// The scaffold parents are Entire's to create too, and a link there is reported	COMMENT
MEDIUM	cmd/entire/cli/doctor_test.go	1986	// path that is fine and said nothing about the one that is not: scaffold	COMMENT
MEDIUM	cmd/entire/cli/setup_search_skill_test.go	623	// directory every agent's scaffold path is built from. Without this pin,	COMMENT
MEDIUM	cmd/entire/cli/doctor.go	956	// scaffold installation follows the first and refuses the second, so the	COMMENT
MEDIUM	cmd/entire/cli/doctor.go	1159	// function: the hook-config paths (agent.HookConfigLocator) and the scaffold	COMMENT
MEDIUM	cmd/entire/cli/doctor.go	1169	// component of the config or scaffold path underneath it.	COMMENT
MEDIUM	cmd/entire/cli/agent/antigravity/antigravity.go	1	// Package antigravity implements the Agent interface for Antigravity (Google's agentic coding CLI).	COMMENT

Verbosity Indicators26 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	cmd/entire/cli/search_cmd.go	528	// Step 1: Get repos index from the control plane. *coreapi.Client	COMMENT
LOW	cmd/entire/cli/search_cmd.go	550	// Step 2: Resolve repo slug filters to ULIDs and narrow to matching cells.	COMMENT
LOW	cmd/entire/cli/search_cmd.go	565	// Step 3: Group repos by cell and resolve baseURLs via shared helpers.	COMMENT
LOW	cmd/entire/cli/search_cmd.go	579	// Step 4: Fan out via the shared fanOutCells helper.	COMMENT
LOW	cmd/entire/cli/setup_bootstrap.go	126	// Step 1: decide whether to init here — and, on the bare interactive	COMMENT
LOW⚡	cmd/entire/cli/setup_bootstrap.go	150	// Step 2: git init.	COMMENT
LOW⚡	cmd/entire/cli/setup_bootstrap.go	160	// Step 3: resolve commit message (+ skip decision) and ensure git	COMMENT
LOW	cmd/entire/cli/trail_cmd.go	1926	// Step 1: Title and body	COMMENT
LOW	cmd/entire/cli/trail_cmd.go	1974	// Step 2: Branch (derived from title) and status	COMMENT
LOW	…tire/cli/integration_test/subagent_checkpoints_test.go	41	// Step 1: PreTask - creates pre-task file	COMMENT
LOW	…tire/cli/integration_test/subagent_checkpoints_test.go	53	// Step 2: PostTodo - simulate TodoWrite calls with file changes between them.	COMMENT
LOW	…tire/cli/integration_test/subagent_checkpoints_test.go	104	// Step 3: PostTask - creates final task checkpoint	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	289	// Step 2: Overwrite hooks with third-party content (simulating lefthook, husky, etc.)	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	298	// Step 3: Verify hooks are no longer Entire hooks	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	303	// Step 4: Second user-prompt-submit should reinstall hooks	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	309	// Step 5: Verify hooks are reinstalled	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	314	// Step 6: Verify the hooks chain to original hooks (backup should exist)	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	343	// Step 2: Delete all hooks (simulating aggressive third-party tool)	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	351	// Step 3: Verify hooks are gone	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	356	// Step 4: Second user-prompt-submit should reinstall hooks	COMMENT
LOW⚡	cmd/entire/cli/integration_test/hooks_test.go	362	// Step 5: Verify hooks are reinstalled	COMMENT
LOW	cmd/entire/cli/integration_test/hooks_test.go	277	// Step 1: First user-prompt-submit installs hooks via EnsureSetup	COMMENT
LOW	cmd/entire/cli/integration_test/hooks_test.go	331	// Step 1: First user-prompt-submit installs hooks via EnsureSetup	COMMENT
LOW	cmd/entire/cli/strategy/condense_images_test.go	108	// Step 1: extract images (before redaction).	COMMENT
LOW	cmd/entire/cli/strategy/condense_images_test.go	123	// Step 2: redact the placeholder-bearing transcript.	COMMENT
LOW	cmd/entire/cli/strategy/condense_images_test.go	142	// Step 3: reinject restores the exact image bytes.	COMMENT

AI Slop Vocabulary13 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	.golangci.yaml	183	# Test harness that happens not to end in _test.go, so the rules above	COMMENT
MEDIUM	cmd/entire/cli/checkpoint/id/id.go	124	// robust for legacy and ULID IDs alike and impossible to compute inconsistently	COMMENT
MEDIUM	cmd/entire/cli/agent/antigravity/lifecycle.go	243	// This is undocumented but consistent. To stay robust against both the	COMMENT
MEDIUM	cmd/entire/cli/strategy/hooks.go	152	// It delegates to `git rev-parse --git-dir` to leverage git's own validation.	COMMENT
MEDIUM	.claude/skills/test-repo/test-harness.sh	2	# Test harness for Entire CLI strategy testing	COMMENT
MEDIUM	.claude/skills/test-repo/test-harness.sh	3	# Usage: test-harness.sh <step> [args...]	COMMENT
MEDIUM	.github/workflows/nightly-e2e.yml	47	# What a first-run `entire enable` writes (setup.go). Unset, the harness	COMMENT
MEDIUM	.github/workflows/nightly-e2e.yml	154	# harness and the CLI under test come from one commit.	COMMENT
MEDIUM	.github/workflows/nightly-e2e.yml	358	# 20 minutes is sized from the harness's retry ceiling, not from the	COMMENT
MEDIUM	.github/workflows/nightly-e2e.yml	528	# harness writes modelProvider=gemini into an isolated HOME itself.	COMMENT
MEDIUM	.github/workflows/e2e.yml	154	# governs only the FIRST agy spawn of the job, and the harness	COMMENT
MEDIUM	.github/workflows/e2e.yml	195	# ADC is optional since agy 1.1.13: without the secret the harness runs	COMMENT
MEDIUM	e2e/testutil/repo.go	827	// or index is non-empty. This keeps cloned-repo E2E tests robust when	COMMENT

Synthetic Comment Markers5 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	cmd/entire/cli/explain_test.go	2867	// Should show AI-generated intent and outcome as markdown.	COMMENT
HIGH	cmd/entire/cli/activity_types.go	111	// (custom name > AI-generated name > heuristic). repo_full_name / is_private	COMMENT
HIGH	api/checkpoint/metadata.go	241	// Summary is an optional AI-generated summary for this checkpoint.	COMMENT
HIGH	api/checkpoint/metadata.go	505	// AI-generated summary of the checkpoint	COMMENT
HIGH	api/checkpoint/metadata.go	654	// Summary contains AI-generated summary of a checkpoint.	COMMENT

Decorative Section Separators7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/entire/cli/status_style.go	273	// sectionRule renders a section header like: ── Active Sessions ────────────	COMMENT
MEDIUM	cmd/entire/cli/search_tui.go	726	// ─── View ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cmd/entire/cli/search_tui.go	1662	// ─── Column Layout ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	cmd/entire/cli/search_tui.go	1711	// ─── Formatting Helpers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	cmd/entire/cli/search_tui.go	1743	// ─── Snippet Markdown ────────────────────────────────────────────────────────	COMMENT
MEDIUM	cmd/entire/cli/search_tui.go	1833	// ─── Static Fallback ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	cmd/entire/cli/review/tui_detail.go	93	// 1. Header line: "─── <name> (<n> events) ─────────────" (filled to termWidth)	COMMENT

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	502	# Check if the installed binary is the one that will be found in PATH	COMMENT
LOW	scripts/migrate-sessions.sh	208	# Check if a checkpoint is up-to-date on target branch (same source commit)	COMMENT
LOW	scripts/migrate-sessions.sh	219	# Check if metadata.json exists on target	COMMENT
LOW	scripts/migrate-sessions.sh	224	# Check if same source commit (up-to-date)	COMMENT
LOW	scripts/migrate-sessions.sh	252	# Check if this is session metadata (has session_id) or already aggregated	COMMENT
LOW	scripts/migrate-sessions.sh	476	# Check if already up-to-date	COMMENT
LOW	scripts/migrate-sessions.sh	599	# Check if any of the modified checkpoints need migration	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/publish-channel-manifest.sh	23	# Usage:	COMMENT
LOW	scripts/publish-installers.sh	43	# Usage:	COMMENT

entireio/cli

Open-Source Code Quality, Security and Technical Debt Review